Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 25 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.5 KiB |
| Average record size in memory | 145.1 B |
Variable types
| Numeric | 18 |
|---|
population is highly correlated with GDP_constant_2010_USD and 6 other fields | High correlation |
GDP_constant_2010_USD is highly correlated with population and 11 other fields | High correlation |
land_area_km_sq is highly correlated with population and 5 other fields | High correlation |
population_% is highly correlated with population and 6 other fields | High correlation |
GDP_% is highly correlated with population and 11 other fields | High correlation |
land_area_% is highly correlated with population and 5 other fields | High correlation |
EF.EFM.OVRL.XD is highly correlated with GDP_constant_2010_USD and 7 other fields | High correlation |
EF.EFM.RANK.XD is highly correlated with GDP_constant_2010_USD and 6 other fields | High correlation |
1.1_ACCESS.ELECTRICITY.TOT is highly correlated with 1.2_ACCESS.ELECTRICITY.RURAL | High correlation |
1.2_ACCESS.ELECTRICITY.RURAL is highly correlated with 1.1_ACCESS.ELECTRICITY.TOT | High correlation |
SH.UHC.NOP1.CG is highly correlated with population and 3 other fields | High correlation |
SH.UHC.NOP2.TO is highly correlated with population and 6 other fields | High correlation |
SH.UHC.OOPC.25.ZS is highly correlated with EF.EFM.OVRL.XD and 3 other fields | High correlation |
CC.EST is highly correlated with GDP_constant_2010_USD and 5 other fields | High correlation |
GE.EST is highly correlated with GDP_constant_2010_USD and 5 other fields | High correlation |
RQ.EST is highly correlated with GDP_constant_2010_USD and 6 other fields | High correlation |
VA.EST is highly correlated with GDP_constant_2010_USD and 6 other fields | High correlation |
population is highly correlated with GDP_constant_2010_USD and 8 other fields | High correlation |
GDP_constant_2010_USD is highly correlated with population and 10 other fields | High correlation |
land_area_km_sq is highly correlated with population and 4 other fields | High correlation |
population_% is highly correlated with population and 8 other fields | High correlation |
GDP_% is highly correlated with population and 10 other fields | High correlation |
land_area_% is highly correlated with population and 4 other fields | High correlation |
EF.EFM.OVRL.XD is highly correlated with population and 5 other fields | High correlation |
EF.EFM.RANK.XD is highly correlated with GDP_constant_2010_USD and 3 other fields | High correlation |
1.1_ACCESS.ELECTRICITY.TOT is highly correlated with 1.2_ACCESS.ELECTRICITY.RURAL and 2 other fields | High correlation |
1.2_ACCESS.ELECTRICITY.RURAL is highly correlated with 1.1_ACCESS.ELECTRICITY.TOT and 2 other fields | High correlation |
SH.UHC.NOP1.CG is highly correlated with population and 5 other fields | High correlation |
SH.UHC.NOP2.TO is highly correlated with population and 5 other fields | High correlation |
SH.UHC.OOPC.25.ZS is highly correlated with population and 5 other fields | High correlation |
CC.EST is highly correlated with GE.EST and 2 other fields | High correlation |
GE.EST is highly correlated with 1.1_ACCESS.ELECTRICITY.TOT and 4 other fields | High correlation |
RQ.EST is highly correlated with 1.1_ACCESS.ELECTRICITY.TOT and 4 other fields | High correlation |
VA.EST is highly correlated with GDP_constant_2010_USD and 6 other fields | High correlation |
population is highly correlated with GDP_constant_2010_USD and 5 other fields | High correlation |
GDP_constant_2010_USD is highly correlated with population and 4 other fields | High correlation |
land_area_km_sq is highly correlated with population and 4 other fields | High correlation |
population_% is highly correlated with population and 5 other fields | High correlation |
GDP_% is highly correlated with population and 6 other fields | High correlation |
land_area_% is highly correlated with population and 4 other fields | High correlation |
EF.EFM.OVRL.XD is highly correlated with GDP_% and 1 other fields | High correlation |
EF.EFM.RANK.XD is highly correlated with GDP_% and 1 other fields | High correlation |
1.1_ACCESS.ELECTRICITY.TOT is highly correlated with 1.2_ACCESS.ELECTRICITY.RURAL | High correlation |
1.2_ACCESS.ELECTRICITY.RURAL is highly correlated with 1.1_ACCESS.ELECTRICITY.TOT | High correlation |
SH.UHC.NOP1.CG is highly correlated with population and 3 other fields | High correlation |
SH.UHC.NOP2.TO is highly correlated with SH.UHC.NOP1.CG | High correlation |
SH.UHC.OOPC.25.ZS is highly correlated with SH.UHC.NOP1.CG and 1 other fields | High correlation |
CC.EST is highly correlated with GE.EST | High correlation |
GE.EST is highly correlated with CC.EST and 1 other fields | High correlation |
RQ.EST is highly correlated with GE.EST | High correlation |
VA.EST is highly correlated with SH.UHC.OOPC.25.ZS | High correlation |
population is highly correlated with GDP_constant_2010_USD and 9 other fields | High correlation |
GDP_constant_2010_USD is highly correlated with population and 8 other fields | High correlation |
land_area_km_sq is highly correlated with population and 5 other fields | High correlation |
population_% is highly correlated with population and 12 other fields | High correlation |
GDP_% is highly correlated with population and 10 other fields | High correlation |
land_area_% is highly correlated with population and 9 other fields | High correlation |
EF.EFM.OVRL.XD is highly correlated with GDP_constant_2010_USD and 10 other fields | High correlation |
EF.EFM.RANK.XD is highly correlated with population_% and 9 other fields | High correlation |
1.1_ACCESS.ELECTRICITY.TOT is highly correlated with population_% and 7 other fields | High correlation |
1.2_ACCESS.ELECTRICITY.RURAL is highly correlated with population_% and 7 other fields | High correlation |
SH.UHC.NOP1.CG is highly correlated with population and 7 other fields | High correlation |
SH.UHC.NOP2.TO is highly correlated with population and 6 other fields | High correlation |
SH.UHC.OOPC.25.ZS is highly correlated with GDP_constant_2010_USD and 7 other fields | High correlation |
CC.EST is highly correlated with population and 5 other fields | High correlation |
GE.EST is highly correlated with EF.EFM.OVRL.XD and 6 other fields | High correlation |
PV.EST is highly correlated with population and 8 other fields | High correlation |
RQ.EST is highly correlated with population and 7 other fields | High correlation |
VA.EST is highly correlated with population_% and 6 other fields | High correlation |
population has unique values | Unique |
GDP_constant_2010_USD has unique values | Unique |
population_% has unique values | Unique |
GDP_% has unique values | Unique |
land_area_% has unique values | Unique |
EF.EFM.OVRL.XD has unique values | Unique |
1.1_ACCESS.ELECTRICITY.TOT has unique values | Unique |
1.2_ACCESS.ELECTRICITY.RURAL has unique values | Unique |
CC.EST has unique values | Unique |
GE.EST has unique values | Unique |
PV.EST has unique values | Unique |
RQ.EST has unique values | Unique |
VA.EST has unique values | Unique |
Reproduction
| Analysis started | 2023-01-06 11:08:46.291312 |
|---|---|
| Analysis finished | 2023-01-06 11:09:02.926712 |
| Duration | 16.64 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42902328.4 |
| Minimum | 2908220 |
|---|---|
| Maximum | 113661809 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | 2908220 |
|---|---|
| 5-th percentile | 3925714.8 |
| Q1 | 15012985 |
| median | 35074931 |
| Q3 | 65002231 |
| 95-th percentile | 104733956.8 |
| Maximum | 113661809 |
| Range | 110753589 |
| Interquartile range (IQR) | 49989246 |
Descriptive statistics
| Standard deviation | 33561575.33 |
|---|---|
| Coefficient of variation (CV) | 0.7822786449 |
| Kurtosis | -0.4901808354 |
| Mean | 42902328.4 |
| Median Absolute Deviation (MAD) | 25076541 |
| Skewness | 0.7371727844 |
| Sum | 1072558210 |
| Variance | 1.126379338 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 2908220 | 1 | 4.0% |
| 37057452 | 1 | 4.0% |
| 95687452 | 1 | 4.0% |
| 7350222 | 1 | 4.0% |
| 31596855 | 1 | 4.0% |
| 42724163 | 1 | 4.0% |
| 18907008 | 1 | 4.0% |
| 67843979 | 1 | 4.0% |
| 7763000 | 1 | 4.0% |
| 31450483 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 2908220 | 1 | |
| 3069588 | 1 | |
| 7350222 | 1 | |
| 7763000 | 1 | |
| 9256037 | 1 | |
| 10407336 | 1 | |
| 15012985 | 1 | |
| 18907008 | 1 | |
| 22113548 | 1 | |
| 31450483 | 1 |
| Value | Count | Frequency (%) |
| 113661809 | 1 | |
| 106995583 | 1 | |
| 95687452 | 1 | |
| 92444183 | 1 | |
| 75381899 | 1 | |
| 67843979 | 1 | |
| 65002231 | 1 | |
| 60151472 | 1 | |
| 51057189 | 1 | |
| 42724163 | 1 |
GDP_constant_2010_USD
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9668752 × 1011 |
| Minimum | 4310688308 |
|---|---|
| Maximum | 1.04935 × 1012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | 4310688308 |
|---|---|
| 5-th percentile | 9684518663 |
| Q1 | 2.619918998 × 1010 |
| median | 8.613522124 × 1010 |
| Q3 | 2.21895 × 1011 |
| 95-th percentile | 8.874056 × 1011 |
| Maximum | 1.04935 × 1012 |
| Range | 1.045039312 × 1012 |
| Interquartile range (IQR) | 1.9569581 × 1011 |
Descriptive statistics
| Standard deviation | 2.880572608 × 1011 |
|---|---|
| Coefficient of variation (CV) | 1.464542645 |
| Kurtosis | 3.62293912 |
| Mean | 1.9668752 × 1011 |
| Median Absolute Deviation (MAD) | 6.32054784 × 1010 |
| Skewness | 2.084397003 |
| Sum | 4.917188001 × 1012 |
| Variance | 8.297698551 × 1022 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 1.055438901 × 1010 | 1 | 4.0% |
| 3.0323 × 1011 | 1 | 4.0% |
| 7.2758 × 1011 | 1 | 4.0% |
| 4.049280512 × 1010 | 1 | 4.0% |
| 8.613522124 × 1010 | 1 | 4.0% |
| 2.19601 × 1011 | 1 | 4.0% |
| 2.473481904 × 1010 | 1 | 4.0% |
| 3.68884 × 1011 | 1 | 4.0% |
| 9467051076 | 1 | 4.0% |
| 2.619918998 × 1010 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 4310688308 | 1 | |
| 9467051076 | 1 | |
| 1.055438901 × 1010 | 1 | |
| 2.292974284 × 1010 | 1 | |
| 2.375218115 × 1010 | 1 | |
| 2.473481904 × 1010 | 1 | |
| 2.619918998 × 1010 | 1 | |
| 2.63180654 × 1010 | 1 | |
| 2.9576212 × 1010 | 1 | |
| 3.615785926 × 1010 | 1 |
| Value | Count | Frequency (%) |
| 1.04935 × 1012 | 1 | |
| 9.27362 × 1011 | 1 | |
| 7.2758 × 1011 | 1 | |
| 3.68884 × 1011 | 1 | |
| 3.0323 × 1011 | 1 | |
| 2.72361 × 1011 | 1 | |
| 2.21895 × 1011 | 1 | |
| 2.19601 × 1011 | 1 | |
| 1.5524 × 1011 | 1 | |
| 1.0106 × 1011 | 1 |
| Distinct | 17 |
|---|---|
| Distinct (%) | 68.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 793922.68 |
| Minimum | 28470 |
|---|---|
| Maximum | 2736690 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 228.0 B |
Quantile statistics
| Minimum | 28470 |
|---|---|
| 5-th percentile | 39419.4 |
| Q1 | 155360 |
| median | 510890 |
| Q3 | 1000000 |
| 95-th percentile | 2548550 |
| Maximum | 2736690 |
| Range | 2708220 |
| Interquartile range (IQR) | 844640 |
Descriptive statistics
| Standard deviation | 818694.7987 |
|---|---|
| Coefficient of variation (CV) | 1.03120218 |
| Kurtosis | 0.7093470149 |
| Mean | 793922.68 |
| Median Absolute Deviation (MAD) | 390480 |
| Skewness | 1.32089574 |
| Sum | 19848067 |
| Variance | 6.702611735 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 1943950 | 3 | |
| 510890 | 3 | |
| 28470 | 2 | 8.0% |
| 446300 | 2 | 8.0% |
| 155360 | 2 | 8.0% |
| 569140 | 2 | 8.0% |
| 120410 | 1 | 4.0% |
| 87460 | 1 | 4.0% |
| 1109500 | 1 | 4.0% |
| 472710 | 1 | 4.0% |
| Other values (7) | 7 |
| Value | Count | Frequency (%) |
| 28470 | 2 | |
| 83217 | 1 | 4.0% |
| 87460 | 1 | 4.0% |
| 120410 | 1 | 4.0% |
| 155360 | 2 | |
| 200520 | 1 | 4.0% |
| 446300 | 2 | |
| 472710 | 1 | 4.0% |
| 510890 | 3 | |
| 569140 | 2 |
| Value | Count | Frequency (%) |
| 2736690 | 1 | 4.0% |
| 2699700 | 1 | 4.0% |
| 1943950 | 3 | |
| 1109500 | 1 | 4.0% |
| 1000000 | 1 | 4.0% |
| 995450 | 1 | 4.0% |
| 579350 | 1 | 4.0% |
| 569140 | 2 | |
| 510890 | 3 | |
| 472710 | 1 | 4.0% |
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.006672295817 |
| Minimum | 0.0004307961273 |
|---|---|
| Maximum | 0.01683678234 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | 0.0004307961273 |
|---|---|
| 5-th percentile | 0.0006206469527 |
| Q1 | 0.002336575341 |
| median | 0.005159910096 |
| Q3 | 0.0101167496 |
| 95-th percentile | 0.01662242185 |
| Maximum | 0.01683678234 |
| Range | 0.01640598621 |
| Interquartile range (IQR) | 0.007780174259 |
Descriptive statistics
| Standard deviation | 0.005198312304 |
|---|---|
| Coefficient of variation (CV) | 0.7790890043 |
| Kurtosis | -0.5277428397 |
| Mean | 0.006672295817 |
| Median Absolute Deviation (MAD) | 0.003645403288 |
| Skewness | 0.7231579906 |
| Sum | 0.1668073954 |
| Variance | 2.702245081 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 0.0004307961273 | 1 | 4.0% |
| 0.006079815076 | 1 | 4.0% |
| 0.0165022403 | 1 | 4.0% |
| 0.001088792173 | 1 | 4.0% |
| 0.004680458414 | 1 | 4.0% |
| 0.006649458833 | 1 | 4.0% |
| 0.002800704839 | 1 | 4.0% |
| 0.009533086015 | 1 | 4.0% |
| 0.001338805546 | 1 | 4.0% |
| 0.005159910096 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 0.0004307961273 | 1 | |
| 0.0005036106476 | 1 | |
| 0.001088792173 | 1 | |
| 0.001338805546 | 1 | |
| 0.001541644045 | 1 | |
| 0.001596294431 | 1 | |
| 0.002336575341 | 1 | |
| 0.002800704839 | 1 | |
| 0.003813698403 | 1 | |
| 0.004680458414 | 1 |
| Value | Count | Frequency (%) |
| 0.01683678234 | 1 | |
| 0.01665246724 | 1 | |
| 0.0165022403 | 1 | |
| 0.0129897798 | 1 | |
| 0.01173220957 | 1 | |
| 0.01037371175 | 1 | |
| 0.0101167496 | 1 | |
| 0.009533086015 | 1 | |
| 0.008805313384 | 1 | |
| 0.006649458833 | 1 |
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00357105507 |
| Minimum | 8.609585763 × 10-5 |
|---|---|
| Maximum | 0.01660862798 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | 8.609585763 × 10-5 |
|---|---|
| 5-th percentile | 0.0001746892288 |
| Q1 | 0.0005232671836 |
| median | 0.001341150589 |
| Q3 | 0.004871364702 |
| 95-th percentile | 0.01653694547 |
| Maximum | 0.01660862798 |
| Range | 0.01652253212 |
| Interquartile range (IQR) | 0.004348097518 |
Descriptive statistics
| Standard deviation | 0.005204080445 |
|---|---|
| Coefficient of variation (CV) | 1.457294929 |
| Kurtosis | 2.822192494 |
| Mean | 0.00357105507 |
| Median Absolute Deviation (MAD) | 0.001013065992 |
| Skewness | 1.967281287 |
| Sum | 0.08927637674 |
| Variance | 2.708245327 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 0.000164334924 | 1 | 4.0% |
| 0.006056305871 | 1 | 4.0% |
| 0.01660862798 | 1 | 4.0% |
| 0.0006304848196 | 1 | 4.0% |
| 0.001341150589 | 1 | 4.0% |
| 0.003927715642 | 1 | 4.0% |
| 0.0003851283671 | 1 | 4.0% |
| 0.005278086164 | 1 | 4.0% |
| 0.000216106448 | 1 | 4.0% |
| 0.0005232671836 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 8.609585763 × 10-5 | 1 | |
| 0.000164334924 | 1 | |
| 0.000216106448 | 1 | |
| 0.0003280845968 | 1 | |
| 0.0003851283671 | 1 | |
| 0.0005173558536 | 1 | |
| 0.0005232671836 | 1 | |
| 0.0005289909905 | 1 | |
| 0.0005421962403 | 1 | |
| 0.0006007682419 | 1 |
| Value | Count | Frequency (%) |
| 0.01660862798 | 1 | |
| 0.01658651023 | 1 | |
| 0.01633868643 | 1 | |
| 0.006056305871 | 1 | |
| 0.005278086164 | 1 | |
| 0.005065245755 | 1 | |
| 0.004871364702 | 1 | |
| 0.003927715642 | 1 | |
| 0.00277657468 | 1 | |
| 0.002029227812 | 1 |
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.006120175599 |
| Minimum | 0.0002203179726 |
|---|---|
| Maximum | 0.02127976593 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | 0.0002203179726 |
|---|---|
| 5-th percentile | 0.0003040767511 |
| Q1 | 0.001202269063 |
| median | 0.003897708665 |
| Q3 | 0.007703629796 |
| 95-th percentile | 0.01972282457 |
| Maximum | 0.02127976593 |
| Range | 0.02105944796 |
| Interquartile range (IQR) | 0.006501360733 |
Descriptive statistics
| Standard deviation | 0.006337826076 |
|---|---|
| Coefficient of variation (CV) | 1.035562783 |
| Kurtosis | 0.755757269 |
| Mean | 0.006120175599 |
| Median Absolute Deviation (MAD) | 0.002979070406 |
| Skewness | 1.333506395 |
| Sum | 0.15300439 |
| Variance | 4.016803937 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 0.0002203179726 | 1 | 4.0% |
| 0.02127976593 | 1 | 4.0% |
| 0.01483088485 | 1 | 4.0% |
| 0.0006768180501 | 1 | 4.0% |
| 0.00345373766 | 1 | 4.0% |
| 0.008586244672 | 1 | 4.0% |
| 0.003658114114 | 1 | 4.0% |
| 0.003871524994 | 1 | 4.0% |
| 0.0006348834817 | 1 | 4.0% |
| 0.004425479678 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 0.0002203179726 | 1 | |
| 0.0002213750684 | 1 | |
| 0.0006348834817 | 1 | |
| 0.0006768180501 | 1 | |
| 0.0009186382593 | 1 | |
| 0.001185280624 | 1 | |
| 0.001202269063 | 1 | |
| 0.001519540785 | 1 | |
| 0.003382061901 | 1 | |
| 0.00345373766 | 1 |
| Value | Count | Frequency (%) |
| 0.02127976593 | 1 | |
| 0.02089255047 | 1 | |
| 0.01504392098 | 1 | |
| 0.01504345356 | 1 | |
| 0.01483088485 | 1 | |
| 0.008586244672 | 1 | |
| 0.007703629796 | 1 | |
| 0.007578001123 | 1 | |
| 0.004425479678 | 1 | |
| 0.004420007271 | 1 |
EF.EFM.OVRL.XD
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.94167804 |
| Minimum | 0.035961 |
|---|---|
| Maximum | 2.4083 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | 0.035961 |
|---|---|
| 5-th percentile | 0.150976 |
| Q1 | 0.44222 |
| median | 0.70816 |
| Q3 | 1.5323 |
| 95-th percentile | 2.06912 |
| Maximum | 2.4083 |
| Range | 2.372339 |
| Interquartile range (IQR) | 1.09008 |
Descriptive statistics
| Standard deviation | 0.6557365713 |
|---|---|
| Coefficient of variation (CV) | 0.6963490104 |
| Kurtosis | -0.55425019 |
| Mean | 0.94167804 |
| Median Absolute Deviation (MAD) | 0.37301 |
| Skewness | 0.6684211426 |
| Sum | 23.541951 |
| Variance | 0.4299904509 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 0.50917 | 1 | 4.0% |
| 0.90567 | 1 | 4.0% |
| 1.6776 | 1 | 4.0% |
| 1.2773 | 1 | 4.0% |
| 0.70816 | 1 | 4.0% |
| 0.56208 | 1 | 4.0% |
| 0.035961 | 1 | 4.0% |
| 2.4083 | 1 | 4.0% |
| 0.40006 | 1 | 4.0% |
| 0.38733 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 0.035961 | 1 | |
| 0.13349 | 1 | |
| 0.22092 | 1 | |
| 0.33515 | 1 | |
| 0.38733 | 1 | |
| 0.40006 | 1 | |
| 0.44222 | 1 | |
| 0.50917 | 1 | |
| 0.53871 | 1 | |
| 0.56208 | 1 |
| Value | Count | Frequency (%) |
| 2.4083 | 1 | |
| 2.1367 | 1 | |
| 1.7988 | 1 | |
| 1.6776 | 1 | |
| 1.6114 | 1 | |
| 1.5869 | 1 | |
| 1.5323 | 1 | |
| 1.3306 | 1 | |
| 1.2773 | 1 | |
| 0.98797 | 1 |
| Distinct | 21 |
|---|---|
| Distinct (%) | 84.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.8 |
| Minimum | 20 |
|---|---|
| Maximum | 124 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 21.2 |
| Q1 | 31 |
| median | 59 |
| Q3 | 71 |
| 95-th percentile | 96 |
| Maximum | 124 |
| Range | 104 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 26.3264759 |
|---|---|
| Coefficient of variation (CV) | 0.4718006434 |
| Kurtosis | 0.2908637685 |
| Mean | 55.8 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.6078403731 |
| Sum | 1395 |
| Variance | 693.0833333 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 71 | 2 | 8.0% |
| 20 | 2 | 8.0% |
| 26 | 2 | 8.0% |
| 60 | 2 | 8.0% |
| 81 | 1 | 4.0% |
| 49 | 1 | 4.0% |
| 39 | 1 | 4.0% |
| 62 | 1 | 4.0% |
| 65 | 1 | 4.0% |
| 124 | 1 | 4.0% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 20 | 2 | |
| 26 | 2 | |
| 28 | 1 | |
| 29 | 1 | |
| 31 | 1 | |
| 34 | 1 | |
| 39 | 1 | |
| 49 | 1 | |
| 51 | 1 | |
| 56 | 1 |
| Value | Count | Frequency (%) |
| 124 | 1 | |
| 98 | 1 | |
| 88 | 1 | |
| 81 | 1 | |
| 74 | 1 | |
| 73 | 1 | |
| 71 | 2 | |
| 65 | 1 | |
| 62 | 1 | |
| 60 | 2 |
1.1_ACCESS.ELECTRICITY.TOT
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.26041118 |
| Minimum | 4.74979353 |
|---|---|
| Maximum | 99.62101746 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | 4.74979353 |
|---|---|
| 5-th percentile | 15.97357903 |
| Q1 | 82.8352356 |
| median | 95.17656708 |
| Q3 | 98.914037 |
| 95-th percentile | 99.41251953 |
| Maximum | 99.62101746 |
| Range | 94.87122393 |
| Interquartile range (IQR) | 16.0788014 |
Descriptive statistics
| Standard deviation | 32.90570661 |
|---|---|
| Coefficient of variation (CV) | 0.4204642694 |
| Kurtosis | 0.2105598161 |
| Mean | 78.26041118 |
| Median Absolute Deviation (MAD) | 4.012832642 |
| Skewness | -1.391636255 |
| Sum | 1956.510279 |
| Variance | 1082.785527 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 99.41564941 | 1 | 4.0% |
| 95.09920502 | 1 | 4.0% |
| 96.093624 | 1 | 4.0% |
| 99.62101746 | 1 | 4.0% |
| 86.50695038 | 1 | 4.0% |
| 94.94800568 | 1 | 4.0% |
| 50.56917572 | 1 | 4.0% |
| 99.10862355 | 1 | 4.0% |
| 97.56748962 | 1 | 4.0% |
| 15.9132328 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 4.74979353 | 1 | |
| 15.9132328 | 1 | |
| 16.21496391 | 1 | |
| 20.5392971 | 1 | |
| 28.36344719 | 1 | |
| 50.56917572 | 1 | |
| 82.8352356 | 1 | |
| 86.50695038 | 1 | |
| 90.4 | 1 | |
| 91.30254364 | 1 |
| Value | Count | Frequency (%) |
| 99.62101746 | 1 | |
| 99.41564941 | 1 | |
| 99.4 | 1 | |
| 99.18939972 | 1 | |
| 99.10862355 | 1 | |
| 98.98297119 | 1 | |
| 98.914037 | 1 | |
| 98.9 | 1 | |
| 98.597701 | 1 | |
| 98.10134888 | 1 |
1.2_ACCESS.ELECTRICITY.RURAL
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.41600486 |
| Minimum | 4.74979353 |
|---|---|
| Maximum | 99.61004008 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | 4.74979353 |
|---|---|
| 5-th percentile | 7.934174593 |
| Q1 | 73.69443659 |
| median | 90.87485529 |
| Q3 | 98.6 |
| 95-th percentile | 99.07409445 |
| Maximum | 99.61004008 |
| Range | 94.86024655 |
| Interquartile range (IQR) | 24.90556341 |
Descriptive statistics
| Standard deviation | 36.2082006 |
|---|---|
| Coefficient of variation (CV) | 0.5000027365 |
| Kurtosis | -0.4963927564 |
| Mean | 72.41600486 |
| Median Absolute Deviation (MAD) | 7.968862493 |
| Skewness | -1.150399429 |
| Sum | 1810.400122 |
| Variance | 1311.033791 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 99.11652096 | 1 | 4.0% |
| 95.09920502 | 1 | 4.0% |
| 86.345106 | 1 | 4.0% |
| 99.61004008 | 1 | 4.0% |
| 73.69443659 | 1 | 4.0% |
| 83.26816994 | 1 | 4.0% |
| 16.56236227 | 1 | 4.0% |
| 98.84371778 | 1 | 4.0% |
| 95.74630733 | 1 | 4.0% |
| 7.422763352 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 4.74979353 | 1 | |
| 7.422763352 | 1 | |
| 9.979819556 | 1 | |
| 11.02740473 | 1 | |
| 15.51644287 | 1 | |
| 16.56236227 | 1 | |
| 73.69443659 | 1 | |
| 75.21011903 | 1 | |
| 75.44863994 | 1 | |
| 83.26816994 | 1 |
| Value | Count | Frequency (%) |
| 99.61004008 | 1 | |
| 99.11652096 | 1 | |
| 98.90438843 | 1 | |
| 98.84371778 | 1 | |
| 98.73491485 | 1 | |
| 98.64874012 | 1 | |
| 98.6 | 1 | |
| 98.56936991 | 1 | |
| 95.935502 | 1 | |
| 95.868543 | 1 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 28.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.000918492 |
| Minimum | 0.0002538 |
|---|---|
| Maximum | 0.006559 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | 0.0002538 |
|---|---|
| 5-th percentile | 0.00044294 |
| Q1 | 0.0005343 |
| median | 0.0005343 |
| Q3 | 0.0005343 |
| 95-th percentile | 0.00285766 |
| Maximum | 0.006559 |
| Range | 0.0063052 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.001304504131 |
|---|---|
| Coefficient of variation (CV) | 1.420267276 |
| Kurtosis | 15.81670179 |
| Mean | 0.000918492 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.879060388 |
| Sum | 0.0229623 |
| Variance | 1.701731027 × 10-6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0.0005343 | 19 | |
| 0.0014503 | 1 | 4.0% |
| 0.0009179 | 1 | 4.0% |
| 0.0032095 | 1 | 4.0% |
| 0.0002538 | 1 | 4.0% |
| 0.006559 | 1 | 4.0% |
| 0.0004201 | 1 | 4.0% |
| Value | Count | Frequency (%) |
| 0.0002538 | 1 | 4.0% |
| 0.0004201 | 1 | 4.0% |
| 0.0005343 | 19 | |
| 0.0009179 | 1 | 4.0% |
| 0.0014503 | 1 | 4.0% |
| 0.0032095 | 1 | 4.0% |
| 0.006559 | 1 | 4.0% |
| Value | Count | Frequency (%) |
| 0.006559 | 1 | 4.0% |
| 0.0032095 | 1 | 4.0% |
| 0.0014503 | 1 | 4.0% |
| 0.0009179 | 1 | 4.0% |
| 0.0005343 | 19 | |
| 0.0004201 | 1 | 4.0% |
| 0.0002538 | 1 | 4.0% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 28.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 263740 |
| Minimum | 14000 |
|---|---|
| Maximum | 1809000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | 14000 |
|---|---|
| 5-th percentile | 69500 |
| Q1 | 69500 |
| median | 69500 |
| Q3 | 69500 |
| 95-th percentile | 1351800 |
| Maximum | 1809000 |
| Range | 1795000 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 480680.7698 |
|---|---|
| Coefficient of variation (CV) | 1.822555433 |
| Kurtosis | 4.704017361 |
| Mean | 263740 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.381745658 |
| Sum | 6593500 |
| Variance | 2.310540025 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 69500 | 19 | |
| 1139000 | 1 | 4.0% |
| 798000 | 1 | 4.0% |
| 1405000 | 1 | 4.0% |
| 14000 | 1 | 4.0% |
| 1809000 | 1 | 4.0% |
| 108000 | 1 | 4.0% |
| Value | Count | Frequency (%) |
| 14000 | 1 | 4.0% |
| 69500 | 19 | |
| 108000 | 1 | 4.0% |
| 798000 | 1 | 4.0% |
| 1139000 | 1 | 4.0% |
| 1405000 | 1 | 4.0% |
| 1809000 | 1 | 4.0% |
| Value | Count | Frequency (%) |
| 1809000 | 1 | 4.0% |
| 1405000 | 1 | 4.0% |
| 1139000 | 1 | 4.0% |
| 798000 | 1 | 4.0% |
| 108000 | 1 | 4.0% |
| 69500 | 19 | |
| 14000 | 1 | 4.0% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 28.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.520987747 |
| Minimum | 0.1422174 |
|---|---|
| Maximum | 2.76697 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | 0.1422174 |
|---|---|
| 5-th percentile | 1.439833014 |
| Q1 | 1.439833014 |
| median | 1.439833014 |
| Q3 | 1.439833014 |
| 95-th percentile | 2.6030982 |
| Maximum | 2.76697 |
| Range | 2.6247526 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4719140992 |
|---|---|
| Coefficient of variation (CV) | 0.3102681795 |
| Kurtosis | 5.583618027 |
| Mean | 1.520987747 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.5484505193 |
| Sum | 38.02469366 |
| Variance | 0.2227029171 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 1.439833014 | 19 | |
| 1.50939 | 1 | 4.0% |
| 2.036451 | 1 | 4.0% |
| 2.74476 | 1 | 4.0% |
| 1.468078 | 1 | 4.0% |
| 2.76697 | 1 | 4.0% |
| 0.1422174 | 1 | 4.0% |
| Value | Count | Frequency (%) |
| 0.1422174 | 1 | 4.0% |
| 1.439833014 | 19 | |
| 1.468078 | 1 | 4.0% |
| 1.50939 | 1 | 4.0% |
| 2.036451 | 1 | 4.0% |
| 2.74476 | 1 | 4.0% |
| 2.76697 | 1 | 4.0% |
| Value | Count | Frequency (%) |
| 2.76697 | 1 | 4.0% |
| 2.74476 | 1 | 4.0% |
| 2.036451 | 1 | 4.0% |
| 1.50939 | 1 | 4.0% |
| 1.468078 | 1 | 4.0% |
| 1.439833014 | 19 | |
| 0.1422174 | 1 | 4.0% |
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.6493837517 |
| Minimum | -1.445619464 |
|---|---|
| Maximum | -0.1406314522 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 25 |
| Negative (%) | 100.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | -1.445619464 |
|---|---|
| 5-th percentile | -1.256349993 |
| Q1 | -1.001575112 |
| median | -0.5336781144 |
| Q3 | -0.3611920476 |
| 95-th percentile | -0.1669469059 |
| Maximum | -0.1406314522 |
| Range | 1.304988012 |
| Interquartile range (IQR) | 0.6403830647 |
Descriptive statistics
| Standard deviation | 0.383090229 |
|---|---|
| Coefficient of variation (CV) | -0.5899288795 |
| Kurtosis | -0.9241135053 |
| Mean | -0.6493837517 |
| Median Absolute Deviation (MAD) | 0.2875458747 |
| Skewness | -0.5022214781 |
| Sum | -16.23459379 |
| Variance | 0.1467581236 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| -0.7124123573 | 1 | 4.0% |
| -0.1724076569 | 1 | 4.0% |
| -0.5124286413 | 1 | 4.0% |
| -0.3024617732 | 1 | 4.0% |
| -0.4336657226 | 1 | 4.0% |
| -0.1406314522 | 1 | 4.0% |
| -1.034228325 | 1 | 4.0% |
| -0.3974040747 | 1 | 4.0% |
| -1.445619464 | 1 | 4.0% |
| -1.144363642 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| -1.445619464 | 1 | |
| -1.284346581 | 1 | |
| -1.144363642 | 1 | |
| -1.110136986 | 1 | |
| -1.105953693 | 1 | |
| -1.034228325 | 1 | |
| -1.001575112 | 1 | |
| -0.8978802562 | 1 | |
| -0.8480862379 | 1 | |
| -0.7124123573 | 1 |
| Value | Count | Frequency (%) |
| -0.1406314522 | 1 | |
| -0.1655817181 | 1 | |
| -0.1724076569 | 1 | |
| -0.2461322397 | 1 | |
| -0.3024617732 | 1 | |
| -0.3098498881 | 1 | |
| -0.3611920476 | 1 | |
| -0.3893348575 | 1 | |
| -0.3974040747 | 1 | |
| -0.4336657226 | 1 |
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.3057484635 |
| Minimum | -1.890350342 |
|---|---|
| Maximum | 0.3757234216 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 17 |
| Negative (%) | 68.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | -1.890350342 |
|---|---|
| 5-th percentile | -0.8978005767 |
| Q1 | -0.6200786233 |
| median | -0.2551155984 |
| Q3 | 0.1395753771 |
| 95-th percentile | 0.3121770799 |
| Maximum | 0.3757234216 |
| Range | 2.266073763 |
| Interquartile range (IQR) | 0.7596540004 |
Descriptive statistics
| Standard deviation | 0.513692379 |
|---|---|
| Coefficient of variation (CV) | -1.680114344 |
| Kurtosis | 2.241777395 |
| Mean | -0.3057484635 |
| Median Absolute Deviation (MAD) | 0.3946909755 |
| Skewness | -1.11287432 |
| Sum | -7.643711587 |
| Variance | 0.2638798603 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| -0.1707382947 | 1 | 4.0% |
| -0.02803869359 | 1 | 4.0% |
| 0.225326702 | 1 | 4.0% |
| -0.2551155984 | 1 | 4.0% |
| -0.3477477729 | 1 | 4.0% |
| -0.2120785564 | 1 | 4.0% |
| -0.8234445453 | 1 | 4.0% |
| 0.1395753771 | 1 | 4.0% |
| -0.9163895845 | 1 | 4.0% |
| -0.6200786233 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| -1.890350342 | 1 | |
| -0.9163895845 | 1 | |
| -0.8234445453 | 1 | |
| -0.7786563635 | 1 | |
| -0.6873762608 | 1 | |
| -0.6700802445 | 1 | |
| -0.6200786233 | 1 | |
| -0.6011548638 | 1 | |
| -0.546417594 | 1 | |
| -0.4502735436 | 1 |
| Value | Count | Frequency (%) |
| 0.3757234216 | 1 | |
| 0.3229182363 | 1 | |
| 0.2692124546 | 1 | |
| 0.225326702 | 1 | |
| 0.1802245528 | 1 | |
| 0.1635550261 | 1 | |
| 0.1395753771 | 1 | |
| 0.07861951739 | 1 | |
| -0.02803869359 | 1 | |
| -0.1332750022 | 1 |
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.5951106446 |
| Minimum | -2.271226406 |
|---|---|
| Maximum | 0.4667991102 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 20 |
| Negative (%) | 80.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | -2.271226406 |
|---|---|
| 5-th percentile | -1.494743204 |
| Q1 | -0.8689665198 |
| median | -0.5712732077 |
| Q3 | -0.152148813 |
| 95-th percentile | 0.2300018832 |
| Maximum | 0.4667991102 |
| Range | 2.738025516 |
| Interquartile range (IQR) | 0.7168177068 |
Descriptive statistics
| Standard deviation | 0.6103460159 |
|---|---|
| Coefficient of variation (CV) | -1.025600905 |
| Kurtosis | 1.100658426 |
| Mean | -0.5951106446 |
| Median Absolute Deviation (MAD) | 0.357190758 |
| Skewness | -0.6055421193 |
| Sum | -14.87776612 |
| Variance | 0.3725222591 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| -0.006853027735 | 1 | 4.0% |
| 0.09582387656 | 1 | 4.0% |
| -0.9254591465 | 1 | 4.0% |
| -0.5427129865 | 1 | 4.0% |
| -0.5712732077 | 1 | 4.0% |
| -2.271226406 | 1 | 4.0% |
| -0.5521109104 | 1 | 4.0% |
| -1.216630697 | 1 | 4.0% |
| -0.8289295435 | 1 | 4.0% |
| -1.068352699 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| -2.271226406 | 1 | |
| -1.564271331 | 1 | |
| -1.216630697 | 1 | |
| -1.087354779 | 1 | |
| -1.068352699 | 1 | |
| -0.9254591465 | 1 | |
| -0.8689665198 | 1 | |
| -0.8289295435 | 1 | |
| -0.8224017024 | 1 | |
| -0.8040123582 | 1 |
| Value | Count | Frequency (%) |
| 0.4667991102 | 1 | |
| 0.2625470459 | 1 | |
| 0.09982123226 | 1 | |
| 0.09582387656 | 1 | |
| 0.07038797438 | 1 | |
| -0.006853027735 | 1 | |
| -0.152148813 | 1 | |
| -0.2140824497 | 1 | |
| -0.4704587758 | 1 | |
| -0.5056263804 | 1 |
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.266920726 |
| Minimum | -2.281232595 |
|---|---|
| Maximum | 0.4102475941 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 15 |
| Negative (%) | 60.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | -2.281232595 |
|---|---|
| 5-th percentile | -1.167054534 |
| Q1 | -0.41892156 |
| median | -0.1591620445 |
| Q3 | 0.1372242123 |
| 95-th percentile | 0.3102434516 |
| Maximum | 0.4102475941 |
| Range | 2.69148019 |
| Interquartile range (IQR) | 0.5561457723 |
Descriptive statistics
| Standard deviation | 0.5908985802 |
|---|---|
| Coefficient of variation (CV) | -2.213760576 |
| Kurtosis | 4.628724309 |
| Mean | -0.266920726 |
| Median Absolute Deviation (MAD) | 0.2963862568 |
| Skewness | -1.862701636 |
| Sum | -6.67301815 |
| Variance | 0.3491611321 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 0.300939858 | 1 | 4.0% |
| 0.1822923869 | 1 | 4.0% |
| 0.1317129731 | 1 | 4.0% |
| -0.3868791759 | 1 | 4.0% |
| -0.1591620445 | 1 | 4.0% |
| -0.08641633391 | 1 | 4.0% |
| -0.8187463284 | 1 | 4.0% |
| 0.1372242123 | 1 | 4.0% |
| -1.196308613 | 1 | 4.0% |
| -0.3944557905 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| -2.281232595 | 1 | |
| -1.196308613 | 1 | |
| -1.050038218 | 1 | |
| -0.8187463284 | 1 | |
| -0.5694818497 | 1 | |
| -0.4727069736 | 1 | |
| -0.41892156 | 1 | |
| -0.3944557905 | 1 | |
| -0.3868791759 | 1 | |
| -0.2748535872 | 1 |
| Value | Count | Frequency (%) |
| 0.4102475941 | 1 | |
| 0.31256935 | 1 | |
| 0.300939858 | 1 | |
| 0.2196555585 | 1 | |
| 0.1822923869 | 1 | |
| 0.1417089403 | 1 | |
| 0.1372242123 | 1 | |
| 0.1317129731 | 1 | |
| 0.08789367229 | 1 | |
| 0.05726934969 | 1 |
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.5189950524 |
| Minimum | -1.924112439 |
|---|---|
| Maximum | 0.4183469713 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 19 |
| Negative (%) | 76.0% |
| Memory size | 328.0 B |
Quantile statistics
| Minimum | -1.924112439 |
|---|---|
| 5-th percentile | -1.342217517 |
| Q1 | -0.9475579262 |
| median | -0.4935461283 |
| Q3 | -0.04231302068 |
| 95-th percentile | 0.3179938972 |
| Maximum | 0.4183469713 |
| Range | 2.34245941 |
| Interquartile range (IQR) | 0.9052449055 |
Descriptive statistics
| Standard deviation | 0.612229645 |
|---|---|
| Coefficient of variation (CV) | -1.179644473 |
| Kurtosis | -0.4597634802 |
| Mean | -0.5189950524 |
| Median Absolute Deviation (MAD) | 0.4540117979 |
| Skewness | -0.2760868731 |
| Sum | -12.97487631 |
| Variance | 0.3748251382 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| -0.8576296568 | 1 | 4.0% |
| 0.4183469713 | 1 | 4.0% |
| -0.04231302068 | 1 | 4.0% |
| 0.2817036808 | 1 | 4.0% |
| -0.7583239675 | 1 | 4.0% |
| -0.318785131 | 1 | 4.0% |
| -1.067795634 | 1 | 4.0% |
| -0.3211411536 | 1 | 4.0% |
| -1.121030688 | 1 | 4.0% |
| -0.81064713 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| -1.924112439 | 1 | |
| -1.35054493 | 1 | |
| -1.308907866 | 1 | |
| -1.128525496 | 1 | |
| -1.121030688 | 1 | |
| -1.067795634 | 1 | |
| -0.9475579262 | 1 | |
| -0.8576296568 | 1 | |
| -0.81064713 | 1 | |
| -0.7583239675 | 1 |
| Value | Count | Frequency (%) |
| 0.4183469713 | 1 | |
| 0.3198276162 | 1 | |
| 0.3106590211 | 1 | |
| 0.2817036808 | 1 | |
| 0.1349275708 | 1 | |
| 0.1265832782 | 1 | |
| -0.04231302068 | 1 | |
| -0.2115949541 | 1 | |
| -0.318785131 | 1 | |
| -0.3211411536 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| population | GDP_constant_2010_USD | land_area_km_sq | population_% | GDP_% | land_area_% | EF.EFM.OVRL.XD | EF.EFM.RANK.XD | 1.1_ACCESS.ELECTRICITY.TOT | 1.2_ACCESS.ELECTRICITY.RURAL | SH.UHC.NOP1.CG | SH.UHC.NOP2.TO | SH.UHC.OOPC.25.ZS | CC.EST | GE.EST | PV.EST | RQ.EST | VA.EST | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2908220.0 | 1.055439e+10 | 28470 | 0.000431 | 0.000164 | 0.000220 | 0.50917 | 71.0 | 99.415649 | 99.116521 | 0.000534 | 69500.0 | 1.439833 | -0.712412 | -0.170738 | -0.006853 | 0.300940 | -0.857630 |
| 1 | 65002231.0 | 2.723610e+11 | 510890 | 0.010117 | 0.004871 | 0.003954 | 2.13670 | 20.0 | 91.302544 | 86.622959 | 0.000534 | 69500.0 | 1.439833 | -0.246132 | 0.269212 | -0.717406 | 0.219656 | 0.126583 |
| 2 | 33333789.0 | 1.010600e+11 | 446300 | 0.004684 | 0.001446 | 0.003382 | 0.71654 | 56.0 | 95.176567 | 90.874855 | 0.000534 | 69500.0 | 1.439833 | -0.493130 | -0.133275 | -0.470459 | -0.110854 | -0.605667 |
| 3 | 9256037.0 | 2.375218e+10 | 155360 | 0.001596 | 0.000542 | 0.001185 | 0.53871 | 59.0 | 90.400000 | 75.210119 | 0.000534 | 69500.0 | 1.439833 | -0.533678 | 0.375723 | 0.262547 | 0.141709 | -0.599356 |
| 4 | 36306796.0 | 2.292974e+10 | 200520 | 0.005102 | 0.000328 | 0.001520 | 0.33515 | 81.0 | 16.214964 | 9.979820 | 0.000534 | 69500.0 | 1.439833 | -1.001575 | -0.601155 | -0.868967 | -0.262374 | -0.493546 |
| 5 | 92444183.0 | 3.615786e+10 | 1000000 | 0.012990 | 0.000517 | 0.007578 | 0.13349 | 98.0 | 28.363447 | 15.516443 | 0.000534 | 69500.0 | 1.439833 | -0.608587 | -0.450274 | -1.564271 | -1.050038 | -1.308908 |
| 6 | 113661809.0 | 1.049350e+12 | 1943950 | 0.016837 | 0.016339 | 0.015043 | 1.61140 | 31.0 | 98.914037 | 95.935502 | 0.001450 | 1139000.0 | 1.509390 | -0.309850 | 0.163555 | -0.804012 | 0.312569 | 0.134928 |
| 7 | 35074931.0 | 2.957621e+10 | 569140 | 0.005459 | 0.000529 | 0.004404 | 0.44222 | 73.0 | 20.539297 | 11.027405 | 0.000534 | 69500.0 | 1.439833 | -0.897880 | -0.687376 | -1.087355 | -0.274854 | -0.211595 |
| 8 | 60151472.0 | 2.218950e+11 | 510890 | 0.010374 | 0.005065 | 0.003898 | 1.53230 | 29.0 | 82.835236 | 75.448640 | 0.000918 | 798000.0 | 2.036451 | -0.361192 | 0.180225 | 0.466799 | 0.057269 | 0.310659 |
| 9 | 51057189.0 | 8.889510e+10 | 579350 | 0.008805 | 0.002029 | 0.004420 | 1.58690 | 28.0 | 98.982971 | 98.648740 | 0.000534 | 69500.0 | 1.439833 | -1.110137 | -0.670080 | -0.152149 | -0.418922 | -0.324850 |
Last rows
| population | GDP_constant_2010_USD | land_area_km_sq | population_% | GDP_% | land_area_% | EF.EFM.OVRL.XD | EF.EFM.RANK.XD | 1.1_ACCESS.ELECTRICITY.TOT | 1.2_ACCESS.ELECTRICITY.RURAL | SH.UHC.NOP1.CG | SH.UHC.NOP2.TO | SH.UHC.OOPC.25.ZS | CC.EST | GE.EST | PV.EST | RQ.EST | VA.EST | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 15 | 22113548.0 | 2.631807e+10 | 120410 | 0.003814 | 0.000601 | 0.000919 | 1.330600 | 34.0 | 4.749794 | 4.749794 | 0.000534 | 69500.0 | 1.439833 | -1.284347 | -1.890350 | -0.505626 | -2.281233 | -1.924112 |
| 16 | 31450483.0 | 2.619919e+10 | 569140 | 0.005160 | 0.000523 | 0.004425 | 0.387330 | 74.0 | 15.913233 | 7.422763 | 0.000534 | 69500.0 | 1.439833 | -1.144364 | -0.620079 | -1.068353 | -0.394456 | -0.810647 |
| 17 | 7763000.0 | 9.467051e+09 | 83217 | 0.001339 | 0.000216 | 0.000635 | 0.400060 | 71.0 | 97.567490 | 95.746307 | 0.000534 | 69500.0 | 1.439833 | -1.445619 | -0.916390 | -0.828930 | -1.196309 | -1.121031 |
| 18 | 67843979.0 | 3.688840e+11 | 510890 | 0.009533 | 0.005278 | 0.003872 | 2.408300 | 20.0 | 99.108624 | 98.843718 | 0.000534 | 69500.0 | 1.439833 | -0.397404 | 0.139575 | -1.216631 | 0.137224 | -0.321141 |
| 19 | 18907008.0 | 2.473482e+10 | 472710 | 0.002801 | 0.000385 | 0.003658 | 0.035961 | 124.0 | 50.569176 | 16.562362 | 0.000534 | 69500.0 | 1.439833 | -1.034228 | -0.823445 | -0.552111 | -0.818746 | -1.067796 |
| 20 | 42724163.0 | 2.196010e+11 | 1109500 | 0.006649 | 0.003928 | 0.008586 | 0.562080 | 65.0 | 94.948006 | 83.268170 | 0.000534 | 69500.0 | 1.439833 | -0.140631 | -0.212079 | -2.271226 | -0.086416 | -0.318785 |
| 21 | 31596855.0 | 8.613522e+10 | 446300 | 0.004680 | 0.001341 | 0.003454 | 0.708160 | 62.0 | 86.506950 | 73.694437 | 0.000534 | 69500.0 | 1.439833 | -0.433666 | -0.347748 | -0.571273 | -0.159162 | -0.758324 |
| 22 | 7350222.0 | 4.049281e+10 | 87460 | 0.001089 | 0.000630 | 0.000677 | 1.277300 | 39.0 | 99.621017 | 99.610040 | 0.000254 | 14000.0 | 1.468078 | -0.302462 | -0.255116 | -0.542713 | -0.386879 | 0.281704 |
| 23 | 95687452.0 | 7.275800e+11 | 1943950 | 0.016502 | 0.016609 | 0.014831 | 1.677600 | 26.0 | 96.093624 | 86.345106 | 0.006559 | 1809000.0 | 2.766970 | -0.512429 | 0.225327 | -0.925459 | 0.131713 | -0.042313 |
| 24 | 15012985.0 | 9.980170e+10 | 2699700 | 0.002337 | 0.001785 | 0.020893 | 0.220920 | 88.0 | 99.189400 | 98.569370 | 0.000420 | 108000.0 | 0.142217 | -1.105954 | -0.778656 | 0.070388 | -0.472707 | -1.128525 |